The present invention relates to binding molecules such as antibodies that specifically bind plasma coagulation factor XI and that inhibit factor XI activation and/or activity. The factor XI-binding molecules of the invention may used in methods for preventing or treating diseases, disorders and/or conditions that are mediated by factor XI activation and/or wherein inhibition of factor XI has a beneficial effect.